{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fast Approximate Matrix Profiles with SCRUMP\n",
    "\n",
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Fast_Approximate_Matrix_Profiles.ipynb)\n",
    "\n",
    "In \n",
    "[this paper](https://www.cs.ucr.edu/~eamonn/SCRIMP_ICDM_camera_ready_updated.pdf), a new approach called \"SCRIMP++\", which computes a matrix profile in an incremental fashion, is presented. When only an approximate matrix profile is needed, the this algorithm uses certain properties of the matrix profile calculation to greatly reduce the total computational time and, in this tutorial, we'll demonstrate how this approach may be sufficient for your applications.\n",
    "\n",
    "`stumpy` implements this approach for both self-joins and AB-joins in the `stumpy.scrump` function and it allows for the matrix profile to be easily refined when a higher resolution output is desired."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting started\n",
    "\n",
    "First, let us import some packages we will use for data loading, analyzing, and plotting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import stumpy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "\n",
    "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the Steamgen Dataset\n",
    "\n",
    "This data was generated using fuzzy models applied to mimic a steam generator at the Abbott Power Plant in Champaign, IL. The data feature that we are interested in is the output steam flow telemetry that has units of kg/s and the data is \"sampled\" every three seconds with a total of 9,600 datapoints.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>drum pressure</th>\n",
       "      <th>excess oxygen</th>\n",
       "      <th>water level</th>\n",
       "      <th>steam flow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>320.08239</td>\n",
       "      <td>2.506774</td>\n",
       "      <td>0.032701</td>\n",
       "      <td>9.302970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>321.71099</td>\n",
       "      <td>2.545908</td>\n",
       "      <td>0.284799</td>\n",
       "      <td>9.662621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>320.91331</td>\n",
       "      <td>2.360562</td>\n",
       "      <td>0.203652</td>\n",
       "      <td>10.990955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>325.00252</td>\n",
       "      <td>0.027054</td>\n",
       "      <td>0.326187</td>\n",
       "      <td>12.430107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>326.65276</td>\n",
       "      <td>0.285649</td>\n",
       "      <td>0.753776</td>\n",
       "      <td>13.681666</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   drum pressure  excess oxygen  water level  steam flow\n",
       "0      320.08239       2.506774     0.032701    9.302970\n",
       "1      321.71099       2.545908     0.284799    9.662621\n",
       "2      320.91331       2.360562     0.203652   10.990955\n",
       "3      325.00252       0.027054     0.326187   12.430107\n",
       "4      326.65276       0.285649     0.753776   13.681666"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "steam_df = pd.read_csv(\"https://zenodo.org/record/4273921/files/STUMPY_Basics_steamgen.csv?download=1\")\n",
    "steam_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Steamgen Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.suptitle('Steamgen Dataset', fontsize='25')\n",
    "plt.xlabel('Time', fontsize ='20')\n",
    "plt.ylabel('Steam Flow', fontsize='20')\n",
    "plt.plot(steam_df['steam flow'].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing the True Matrix Profile\n",
    "\n",
    "Now, as a benchmark to compare against, we will compute the full matrix profile using the `stumpy.stump` function along with a window size of `m=640`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 640\n",
    "mp = stumpy.stump(steam_df['steam flow'], m)\n",
    "true_P = mp[:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n",
    "plt.suptitle('Motif (Pattern) Discovery', fontsize='25')\n",
    "\n",
    "axs[0].plot(steam_df['steam flow'].values)\n",
    "axs[0].set_ylabel('Steam Flow', fontsize='20')\n",
    "rect = Rectangle((643, 0), m, 40, facecolor='lightgrey')\n",
    "axs[0].add_patch(rect)\n",
    "rect = Rectangle((8724, 0), m, 40, facecolor='lightgrey')\n",
    "axs[0].add_patch(rect)\n",
    "axs[1].set_xlabel('Time', fontsize ='20')\n",
    "axs[1].set_ylabel('Matrix Profile', fontsize='20')\n",
    "axs[1].axvline(x=643, linestyle=\"dashed\")\n",
    "axs[1].axvline(x=8724, linestyle=\"dashed\")\n",
    "axs[1].plot(true_P)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The global minima of the matrix profile, symbolised with the dashed lines, are the indices of the top motif, i.e. the two sub-sequences which are most similar to each other. When using the matrix profile, in many application these are the two most important subsequences, and we will see how we can use `stumpy.scrump` to quickly come up with an approximate matrix profile in a fraction of the time.\n",
    "\n",
    "Additionally, we will use the helper function below to visually compare the true matrix profile (`true_P` - computed with `stumpy.stump`) with the approximated matrix profile (`approx_P` - computed with `stumpy.scrump`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_approximation(true_P, approx_P):\n",
    "    fig, ax = plt.subplots(gridspec_kw={'hspace': 0})\n",
    "\n",
    "    ax.set_xlabel('Time', fontsize ='20')\n",
    "    ax.axvline(x=643, linestyle=\"dashed\")\n",
    "    ax.axvline(x=8724, linestyle=\"dashed\")\n",
    "    ax.set_ylim((5, 28))\n",
    "    ax.plot(approx_P, color='C1', label=\"Approximate Matrix Profile\")\n",
    "    ax.plot(true_P, label=\"True Matrix Profile\")\n",
    "    ax.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[comment]: <> (Myst)\n",
    ":::{admonition} **Added after STUMPY version 1.12.0**\n",
    ":class: note\n",
    "\n",
    "In place of array slicing (i.e., `mp[:, 0]`, `mp[:, 1]`), the matrix profile distances can be accessed directly through the `P_` attribute and the matrix profile indices can be accessed through the `I_` attribute:\n",
    "\n",
    "```\n",
    "mp = stumpy.stump(T, m)\n",
    "print(mp.P_, mp.I_)  # print the matrix profile and the matrix profile indices \n",
    "```\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing an Approximate Matrix Profile Using SCRUMP\n",
    "\n",
    "To calculate the full matrix profile, one has to compute the whole distance matrix (i.e., the pairwise distances between all pairs of subsequences). However, `stumpy.scrump` computes this distance matrix in a diagonal-wise fashion but only using a subset of all diagonals (and, therefore, only using a subset of all distances). How many pairwise distances along the diagonals you want to compute is controlled by the `percentage` argument. The more distance you compute, the better the approximation will be but this also implies a higher computational cost. Choosing a value of `1.0`, or 100% of all distances, produces the full exact matrix profile (equivalent to the output from `stumpy.stump`). It is important to note that even though less pairwise distances are being computed, no pairwise distance is being approximated. That is, you are always guaranteed that `approx_P >= true_P` when `percentage <= 1.0` and, at `percentage=1.0`, `approx_P == true_P` (i.e., it is exact).\n",
    "\n",
    "Now, let's call `stumpy.scrump` and approximate the full matrix profile by computing only 1% of all distances (i.e., `percentage=0.01`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a couple of things to notice. First, we passed in a `pre_scrump` argument, a preprocessing step for `stumpy.scrump` that, when set to `True`, can greatly improve the approximation. For now, we turn off the preprocessing step for demonstration purposes and revisit it in the next section. Second, `stumpy.scrump` initializes and returns a `scrump` object and not the matrix profile directly and we will see why this is useful below. \n",
    "\n",
    "To retrieve the first approximation (i.e., a matrix profile computed from 1% of all distances), we simply call the `.update()` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "approx.update()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can access the updated matrix profile and the matrix profile indices via the `.P_` and `.I_` attributes, respectively: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "approx_P = approx.P_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please keep in mind that the approximate matrix profile is computed by randomly computing distances along a subset of diagonals. So, each time you initialize a new `scrump` object by calling `stumpy.scrump`, this will randomly shuffle the order that the distances are computed, which inevitably results in different approximate matrix profiles (except when `percentage=1.0`). Depending on your use case, to ensure reproducible results, you may consider setting random seed prior to calling `stumpy.scrump`:\n",
    "\n",
    "```\n",
    "seed = np.random.randint(100000)\n",
    "np.random.seed(seed)\n",
    "approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=False)\n",
    "```\n",
    "\n",
    "Next, let's plot `approx_P` on top of the `true_P` to see how well they compare:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare_approximation(true_P, approx_P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see, that this approximation (in orange) is far from perfect but there are some similarities between the two. However, the lowest points in the approximation do not correspond to the true minima yet.\n",
    "\n",
    "## Refining the Matrix Profile\n",
    "\n",
    "However, we can incrementally refine the approximation by calling `.update()` nine more times (i.e., `10 * 0.01 = 0.10`) , so our new approximated matrix profile will be computed using roughly 10% of all pairwise distances in the full distance matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for _ in range(9):\n",
    "    approx.update()\n",
    "    \n",
    "approx_P = approx.P_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare_approximation(true_P, approx_P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, this result is much more convincing and it only required computing just 10% of all of the pairwise distances! We can see that the two profiles are very similar, in particular the important features like global minima are at almost equal, if not equal, positions. For most applications this is enough, as an offset of a few points usually does not matter and the number of distances that had to be calculated was reduced by a factor of ten! In fact, we can do even better this!\n",
    "\n",
    "## The Power of Preprocessing\n",
    "\n",
    "Until now, we only ran `stumpy.scrump` without the powerful \"PRESCRIMP\" preprocessing step. \"PRESCRIMP\" is an algorithm that preprocesses the time series data with complexity `O(n log(n) / s)`, where `n` is the number of points and `s` is called the sampling rate. `stumpy.stump` and `stumpy.scrump` (without PRESCRIMP) are both `O(n^2)` complexity so, in general, preprocessing is 'cheap'. PRESCRIMP already computes the distances of some pairwise distances and the sampling rate controls how many. Typically, a good value is `s=m/4`, the same size as the typical exclusion zone, and this value is used if you pass `None` to the `scrimp.scrump` function call.\n",
    "\n",
    "Below we will approximate the matrix profile again with 1% of all diagonals but, this time, we'll enable preprocessing by setting `pre_scrimp=True`. Obviously, this will take a bit longer to compute, since a few more calculations have to be performed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=True, s=None)\n",
    "approx.update()\n",
    "approx_P = approx.P_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare_approximation(true_P, approx_P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, one can see that in this example, with preprocessing followed by computing only 1% of the pairwise distances (i.e., calling `.update()` only once), the approximate matrix profile and the true matrix profile are nearly visually indistinguishable. With increasing time series length, the benefit of using preprocessing grows even further. Of course, depending on the size of the time series data that you need to analyze and the available computing resources at your disposal, it may be worth it to compute a higher percentage of distances to be certain that the approximation is converged."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "That's it! You have learned how to approximate the matrix profile using `stumpy.scrump` and hopefully can use the approximated matrix profile in your application.\n",
    "\n",
    "## Resources\n",
    "\n",
    "[Matrix Profile XI](https://www.cs.ucr.edu/~eamonn/SCRIMP_ICDM_camera_ready_updated.pdf)\n",
    "\n",
    "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n",
    "\n",
    "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
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